LLM-Based Intelligent Notification Composition: From Static Personalization to Context-Aware Persuasive Messaging

In three linesStudy on using LLMs to compose personalized and persuasive push notifications. Authors define 6 quality dimensions (contextual relevance, clarity, actionability, etc.) and demonstrate +8% to +14.5% CTR gains vs static templates. Proposes architectural framework with budget-aware routing, grounded generation, and online learning.

Summary generated by Claude — human-verified